Browse SoTA > Computer Vision > Saliency Detection

Saliency Detection

53 papers with code · Computer Vision

Saliency Detection is a preprocessing step in computer vision which aims at finding salient objects in an image.

Source: An Unsupervised Game-Theoretic Approach to Saliency Detection

Benchmarks

Latest papers with code

Learning Selective Mutual Attention and Contrast for RGB-D Saliency Detection

12 Oct 2020nnizhang/SMAC

Early fusion and the result fusion schemes fuse RGB and depth information at the input and output stages, respectively, hence incur the problem of distribution gap or information loss.

RGB-D SALIENT OBJECT DETECTION SALIENCY DETECTION

11
12 Oct 2020

Uncertainty Inspired RGB-D Saliency Detection

7 Sep 2020JingZhang617/UCNet

Our framework includes two main models: 1) a generator model, which maps the input image and latent variable to stochastic saliency prediction, and 2) an inference model, which gradually updates the latent variable by sampling it from the true or approximate posterior distribution.

RGB-D SALIENT OBJECT DETECTION RGB SALIENT OBJECT DETECTION SALIENCY PREDICTION

81
07 Sep 2020

Exploring Rich and Efficient Spatial Temporal Interactions for Real Time Video Salient Object Detection

7 Aug 2020guotaowang/STVS

In this way, even though the overall video saliency quality is heavily dependent on its spatial branch, however, the performance of the temporal branch still matter.

VIDEO SALIENCY DETECTION VIDEO SALIENT OBJECT DETECTION

8
07 Aug 2020

Online Visual Place Recognition via Saliency Re-identification

29 Jul 2020wh200720041/SRLCD

As an essential component of visual simultaneous localization and mapping (SLAM), place recognition is crucial for robot navigation and autonomous driving.

AUTONOMOUS DRIVING ROBOT NAVIGATION SALIENCY DETECTION SIMULTANEOUS LOCALIZATION AND MAPPING VISUAL PLACE RECOGNITION

37
29 Jul 2020

Accurate RGB-D Salient Object Detection via Collaborative Learning

ECCV 2020 jiwei0921/CoNet

The explicitly extracted edge information goes together with saliency to give more emphasis to the salient regions and object boundaries.

RGB-D SALIENT OBJECT DETECTION RGB SALIENT OBJECT DETECTION SALIENCY DETECTION

12
23 Jul 2020

JIT-Masker: Efficient Online Distillation for Background Matting

11 Jun 2020josephch405/jit-masker

We design a real-time portrait matting pipeline for everyday use, particularly for "virtual backgrounds" in video conferences.

SALIENCY DETECTION

13
11 Jun 2020

Big GANs Are Watching You: Towards Unsupervised Object Segmentation with Off-the-Shelf Generative Models

ICLR 2021 anvoynov/BigGANsAreWatching

However, since generative models are known to be unstable and sensitive to hyperparameters, the training of these methods can be challenging and time-consuming.

SALIENCY DETECTION SEMANTIC SEGMENTATION UNSUPERVISED OBJECT SEGMENTATION

81
08 Jun 2020

Interactive Two-Stream Decoder for Accurate and Fast Saliency Detection

CVPR 2020 moothes/ITSD-pytorch

Specifically, our decoder consists of two branches, a saliency branch and a contour branch.

SALIENCY DETECTION

38
01 Jun 2020

Learning Selective Self-Mutual Attention for RGB-D Saliency Detection

CVPR 2020 nnizhang/S2MA

Considering the reliability of the other modality's attention, we further propose a selection attention to weight the newly added attention term.

RGB-D SALIENT OBJECT DETECTION SALIENCY DETECTION

35
01 Jun 2020

A2dele: Adaptive and Attentive Depth Distiller for Efficient RGB-D Salient Object Detection

CVPR 2020 OIPLab-DUT/CVPR2020-A2dele

Existing state-of-the-art RGB-D salient object detection methods explore RGB-D data relying on a two-stream architecture, in which an independent subnetwork is required to process depth data.

Ranked #10 on RGB-D Salient Object Detection on NJU2K (Average MAE metric, using extra training data)

RGB-D SALIENT OBJECT DETECTION RGB SALIENT OBJECT DETECTION SALIENCY DETECTION

17
01 Jun 2020